The link-prediction problem for social networks
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Citations
DeepWalk: online learning of social representations
node2vec: Scalable Feature Learning for Networks
Business intelligence and analytics: from big data to big impact
LINE: Large-scale Information Network Embedding
LINE: Large-scale Information Network Embedding
References
Collective dynamics of small-world networks
Emergence of Scaling in Random Networks
The Structure and Function of Complex Networks
The anatomy of a large-scale hypertextual Web search engine
The Anatomy of a Large-Scale Hypertextual Web Search Engine.
Related Papers (5)
Frequently Asked Questions (10)
Q2. What are the main types of recovery strategies?
Recovery strategies are mainly associated with retrospective lapses and action slips, as when prospective lapses are realised it is usually too late to recover.
Q3. What is the main cause of information-based lapses?
Failure to predict a future information need and consequent failure to direct enough cognitive resources towards the encoding process is a principal cause of information-based lapses.
Q4. What are the properties of photographs that can be used to facilitate retrieval journeys?
photographs have additional properties that can allow utilization of additional memory types such as visual recollection, strong autobiographic recollection etc.
Q5. How long did the participants have to familiarise themselves with the two new systems?
After a short demonstration, participants were given approximately 3 weeks to familiarise themselves with the two new systems, while creating and annotating their test collections.
Q6. Why were photographs chosen to demonstrate their theories?
Photographs were chosen to demonstrate their theories because of current research interest in this area, the ease of finding evaluation participants with data collections, and their belief that participants would be more comfortable sharing their personal photographs than other types of personal data.
Q7. What are the alternatives to query-based systems?
The major alternatives to query-based systems are browse-based systems in which a user looks through information objects in order to find the objects they want.
Q8. How does the photomemory interface support the concept of retrieval journeys?
To support the concept of retrieval journeys, in the PhotoMemory interface the user’s full collection is visible on screen at all times.
Q9. How do you conduct a successful search on a search-based system?
To conduct a successful search on a query-based system such as Google desktop, for example, a user must remember sufficient details about the information they want to retrieve in order to form a query.
Q10. How many subjects felt uncomfortable performing searches in this way?
This style of interaction tended to frustrate users, with 4 out of 6 subjects remarking that they felt uncomfortable performing searches in this way.